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Real-time Structural Damage Detection Using Wireless Sensing And Monitoring System

机译:使用无线传感和监控系统实时检测结构损坏

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摘要

A wireless sensing system is designed for application to structural monitoring and damage detection applications. Embedded in the wireless monitoring module is a two-tier prediction model, the auto-regressive (AR) and the autoregressive model with exogenous inputs (ARX), used to obtain damage sensitive features of a structure. To validate the performance of the proposed wireless monitoring and damage detection system, two near full scale single-story RC-frames, with and without brick wall system, are instrumented with the wireless monitoring system for real time damage detection during shaking table tests. White noise and seismic ground motion records are applied to the base of the structure using a shaking table. Pattern classification methods are then adopted to classify the structure as damaged or undamaged using time series coefficients as entities of a damage-sensitive feature vector. The demonstration of the damage detection methodology is shown to be capable of identifying damage using a wireless structural monitoring system. The accuracy and sensitivity of the MEMS-based wireless sensors employed are also verified through comparison to data recorded using a traditional wired monitoring system.
机译:无线传感系统设计用于结构监测和损坏检测应用。无线监视模块中嵌入了两层预测模型,即自回归(AR)和具有外来输入的自回归模型(ARX),用于获取结构的损伤敏感特征。为了验证所提出的无线监视和损坏检测系统的性能,在无线监测系统中配备了两个带有和不带有砖墙系统的近满尺寸单层RC框架,用于在振动台测试期间进行实时损坏检测。使用振动台将白噪声和地震地面运动记录应用于结构的底部。然后采用模式分类方法,使用时间序列系数作为损伤敏感特征向量的实体,将结构分类为损坏或未损坏。损坏检测方法论的演示被证明能够使用无线结构监测系统识别损坏。通过与使用传统的有线监控系统记录的数据进行比较,还验证了所采用的基于MEMS的无线传感器的准确性和灵敏度。

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